{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "from hyperts.toolbox import TSToolBox\n",
    "from hyperts.toolbox import plot_seasonality\n",
    "from hyperts.datasets import load_network_traffic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TimeStamp</th>\n",
       "      <th>Var_1</th>\n",
       "      <th>Var_2</th>\n",
       "      <th>Var_3</th>\n",
       "      <th>Var_4</th>\n",
       "      <th>Var_5</th>\n",
       "      <th>Var_6</th>\n",
       "      <th>HourSin</th>\n",
       "      <th>WeekCos</th>\n",
       "      <th>CBWD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-03-01 00:00:00</td>\n",
       "      <td>0.7534</td>\n",
       "      <td>3.375</td>\n",
       "      <td>10.195</td>\n",
       "      <td>1.4490</td>\n",
       "      <td>19174.977</td>\n",
       "      <td>286443.880</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-03-01 01:00:00</td>\n",
       "      <td>0.3376</td>\n",
       "      <td>2.414</td>\n",
       "      <td>3.920</td>\n",
       "      <td>0.4065</td>\n",
       "      <td>7529.263</td>\n",
       "      <td>178930.450</td>\n",
       "      <td>0.258819</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-03-01 02:00:00</td>\n",
       "      <td>0.2032</td>\n",
       "      <td>1.654</td>\n",
       "      <td>3.318</td>\n",
       "      <td>0.2142</td>\n",
       "      <td>3310.539</td>\n",
       "      <td>42296.164</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-03-01 03:00:00</td>\n",
       "      <td>0.2420</td>\n",
       "      <td>1.393</td>\n",
       "      <td>3.148</td>\n",
       "      <td>0.2312</td>\n",
       "      <td>4535.464</td>\n",
       "      <td>26220.232</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-03-01 04:00:00</td>\n",
       "      <td>0.1940</td>\n",
       "      <td>1.429</td>\n",
       "      <td>3.215</td>\n",
       "      <td>0.2157</td>\n",
       "      <td>2732.911</td>\n",
       "      <td>27990.348</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NW</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             TimeStamp   Var_1  Var_2  ...   HourSin  WeekCos  CBWD\n",
       "0  2021-03-01 00:00:00  0.7534  3.375  ...  0.000000      1.0    NW\n",
       "1  2021-03-01 01:00:00  0.3376  2.414  ...  0.258819      1.0    NW\n",
       "2  2021-03-01 02:00:00  0.2032  1.654  ...  0.500000      1.0    NW\n",
       "3  2021-03-01 03:00:00  0.2420  1.393  ...  0.707107      1.0    NW\n",
       "4  2021-03-01 04:00:00  0.1940  1.429  ...  0.866025      1.0    NW\n",
       "\n",
       "[5 rows x 10 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_traffic = load_network_traffic()\n",
    "df_traffic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2878 entries, 0 to 2877\n",
      "Data columns (total 10 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   TimeStamp  2878 non-null   object \n",
      " 1   Var_1      2878 non-null   float64\n",
      " 2   Var_2      2878 non-null   float64\n",
      " 3   Var_3      2877 non-null   float64\n",
      " 4   Var_4      2877 non-null   float64\n",
      " 5   Var_5      2877 non-null   float64\n",
      " 6   Var_6      2877 non-null   float64\n",
      " 7   HourSin    2878 non-null   float64\n",
      " 8   WeekCos    2878 non-null   float64\n",
      " 9   CBWD       2878 non-null   object \n",
      "dtypes: float64(8), object(2)\n",
      "memory usage: 225.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df_traffic.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tb = TSToolBox()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_traffic['TimeStamp'] = tb.to_datetime(df_traffic['TimeStamp'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_seasonality(df_traffic, timestamp='TimeStamp', show_ts_col='Var_1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_seasonality(df_traffic, timestamp='TimeStamp', show_ts_col='Var_2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_seasonality(df_traffic, timestamp='TimeStamp', show_ts_col='Var_6')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is noteworthy that from a weekly perspective, the network traffic usage on ```Wednesday``` is underestimated and gradually increases, reaching its peak on ```Saturday``` (due to the weekend break). From a daily perspective, the traffic usage is low during the early morning hours (while people are sleeping), gradually increasing during the day, and reaching a peak during the hours of **8pm to 11pm** in the evening."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}